add agents.md

Reviewed-on: #5

README.md

@@ -8,11 +8,15 @@ In kongruity, the artifacts become "sticky notes." A board full of them looks ch
 
 With a click, they are semantically evaluated, grouped into thematic clusters with descriptive headers, rankable and exportable to project planning and execution tools.
 
+## Voyage AI voyage-3.5
+
+![Embedding model benchmarking.](Voyage.jpg)
+
 ## Clustering and evaluation: methodology
 
 Two models run in parallel, and neither sees the other's work. Anthropic's `claude-sonnet-5` (`backend/services/clustering.service.js`) reads the raw text of every note and groups them into labeled thematic clusters. 
 
-At the same time, Voyage AI's voyage-3 model (`backend/services/embedding.service.js`) converts each note's text into a numeric representation of its semantic meaning aka vector. 
+At the same time, Voyage AI's voyage-3.5 model (`backend/services/embedding.service.js`) converts each note's text into a numeric representation of its semantic meaning aka vector. 
 
 Once the LLM returns, kongruity scores that grouping (`backend/services/validation.service.js`) using an established silhouette coefficient, with cosine distance rather than Euclidean as the proximity metric. 
 

agents.md

@@ -0,0 +1,42 @@
+# AI Agent Instructions: Fullstack Vite 7 (React) + Express + TypeScript + npm
+
+You are an expert AI fullstack software engineer specialized in Vite 7, React, Express, TypeScript, and modern web architectures. Follow these rules strictly when modifying this codebase.
+
+## 1. Project Structure & Context
+* **Frontend:** React SPA powered by Vite 7.x (Entry: `src/main.tsx` or client folder).
+* **Backend:** Express Node.js application (Server entry: `server.ts` or server folder).
+* **Package Manager:** npm (`package-lock.json` is the strict source of truth).
+* **TypeScript Setup:** Strict Mode enabled independently across both environments.
+
+## 2. Express Backend TypeScript Rules
+* **Typed Request/Response:** Explicitly type Express route handlers using native Express types:
+  ```typescript
+  import { Request, Response, NextFunction } from 'express';
+  // Example for typed request bodies/params:
+  interface CreateUserBody { username: string; }
+  app.post('/user', (req: Request<{}, {}, CreateUserBody>, res: Response) => { ... });
+  ```
+* **Async Error Catching:** Always wrap async middleware/route handlers in `try/catch` and pass errors to `next(err)`. Do not let unhandled promise rejections crash the Node process.
+* **Shared Types:** If frontend and backend share types (e.g., API payloads, User models), place them in a shared directory or export them cleanly from the backend to prevent duplicating code.
+
+## 3. Frontend React + Vite Rules
+* **Component Typings:** Use standard type inference or explicit return types (`function Component(): React.JSX.Element`). Avoid the legacy `React.FC`.
+* **Strict Prop Types:** Every component must have an explicitly typed `interface` or `type` for its props. No implicit `any`.
+* **Event Handlers:** Use exact React synthetic event types (e.g., `React.ChangeEvent<HTMLInputElement>`) instead of generic native events.
+* **File Extensions:** Use `.tsx` exclusively for files containing JSX. Use `.ts` strictly for pure logic, hooks, or type definitions.
+
+## 4. Strict Code Quality & Native Guards
+* **No `any`:** Never use `any`. Use `unknown` for unpredictable runtime data (like Express `req.body` or frontend `fetch` payloads).
+* **No Validation Libraries:** Do not install Zod, TypeBox, or Yup. Write explicit, manual type predicate functions (`function isUser(obj: any): obj is User`) to safely validate runtime data incoming to both the server and client.
+* **No Enums:** Avoid TypeScript `enum`. Use string-literal unions (`type Status = 'active' | 'pending'`) or `const StatusEnum = { ... } as const`.
+
+## 5. Verification & Workflow Commands
+Before declaring a task complete, you must verify both environments compile flawlessly via npm:
+* **Install Dependencies:** `npm install`
+* **Type-Check Project:** Run the designated workspace or folder type-checking scripts (e.g., `npm run type-check` or `npx tsc --noEmit` across both roots).
+* **Build Verification:** Run production build scripts (e.g., `npm run build`) to ensure both Express asset compilation and Vite bundling pass without error.
+
+## 6. How to Respond
+* **Verify Types First:** Run type-checking commands automatically after modifying files to capture compilation breaks before presenting the solution.
+* **Targeted Diffs:** Provide concise, targeted updates. Do not rewrite whole files if only a few lines change.
+* **Self-Correct:** If a build command fails, read the compiler/Vite/Node logs, fix the root cause, and re-test before asking the user for help.

backend/services/embedding.service.js

@@ -27,7 +27,7 @@ export const embedNotes = async (notes) => {
             for await (const chunk of batches) {
                 const response = await client.embed({
                     input: chunk.map((n) => n.text),
-                    model: "voyage-3",
+                    model: "voyage-3.5",
                 });
 
                 response.data.forEach((item, i) => {

frontend/package.json

@@ -1,40 +1,39 @@
 {
-   "name": "congruity-frontend",
-   "private": true,
-   "version": "0.1.0",
-   "type": "module",
-   "scripts": {
-     "dev": "vite",
-     "build": "tsc -b && vite build",
-     "lint": "eslint .",
-     "preview": "vite preview",
-     "test": "vitest run --config vitest.config.ts",
-     "test:watch": "vitest --config vitest.config.ts"
-   },
-   "dependencies": {
-     "@tanstack/react-query": "^5.90.21",
-     "react": "^19.2.0",
-     "react-dom": "^19.2.0",
-     "react-router-dom": "^7.13.0"
-   },
-   "devDependencies": {
-     "@eslint/js": "^9.39.1",
-     "@testing-library/jest-dom": "^6.9.1",
-     "@testing-library/react": "^16.3.2",
-     "@testing-library/user-event": "^14.6.1",
-     "@types/node": "^24.10.1",
-     "@types/react": "^19.2.7",
-     "@types/react-dom": "^19.2.3",
-     "@vitejs/plugin-react": "^5.1.1",
-     "eslint": "^9.39.1",
-     "eslint-plugin-react-hooks": "^7.0.1",
-     "eslint-plugin-react-refresh": "^0.4.24",
-     "globals": "^16.5.0",
-     "jsdom": "^28.0.0",
-     "typescript": "~5.9.3",
-     "typescript-eslint": "^8.48.0",
-     "vite": "^7.3.1",
-     "vitest": "^4.0.18"
-   }
- }
- 
+    "name": "kongruity-frontend",
+    "private": true,
+    "version": "0.1.0",
+    "type": "module",
+    "scripts": {
+        "dev": "vite",
+        "build": "tsc -b && vite build",
+        "lint": "eslint .",
+        "preview": "vite preview",
+        "test": "vitest run --config vitest.config.ts",
+        "test:watch": "vitest --config vitest.config.ts"
+    },
+    "dependencies": {
+        "@tanstack/react-query": "^5.90.21",
+        "react": "^19.2.0",
+        "react-dom": "^19.2.0",
+        "react-router-dom": "^7.13.0"
+    },
+    "devDependencies": {
+        "@eslint/js": "^9.39.1",
+        "@testing-library/jest-dom": "^6.9.1",
+        "@testing-library/react": "^16.3.2",
+        "@testing-library/user-event": "^14.6.1",
+        "@types/node": "^24.10.1",
+        "@types/react": "^19.2.7",
+        "@types/react-dom": "^19.2.3",
+        "@vitejs/plugin-react": "^5.1.1",
+        "eslint": "^9.39.1",
+        "eslint-plugin-react-hooks": "^7.0.1",
+        "eslint-plugin-react-refresh": "^0.4.24",
+        "globals": "^16.5.0",
+        "jsdom": "^28.0.0",
+        "typescript": "~5.9.3",
+        "typescript-eslint": "^8.48.0",
+        "vite": "^7.3.1",
+        "vitest": "^4.0.18"
+    }
+}